{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import JupyterNotebooksLib as slicernb\n",
    "import slicer\n",
    "\n",
    "# Set image viewer size to 50% screen size\n",
    "slicernb.AppWindow.setWindowSize(scale=0.5)\n",
    "slicernb.AppWindow.setContents(\"viewers\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "09f2cbc30e9a41ea8b74e70532d3ac13",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=150.0, continuous_update=False, description='lower', max=300.0, min=-5…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Clear scene\n",
    "slicer.mrmlScene.Clear(False)\n",
    "\n",
    "# Load data\n",
    "import SampleData\n",
    "volume = slicer.util.loadVolume('data/MRBrainTumor1.nrrd')\n",
    "\n",
    "# Create output node\n",
    "blurredVolume = slicer.mrmlScene.AddNewNodeByClass(\"vtkMRMLScalarVolumeNode\", \"Filtered\")\n",
    "blurredVolume.CreateDefaultDisplayNodes()\n",
    "\n",
    "# Show 3-over-3 compare layout with original and blurred volume\n",
    "slicernb.showSliceViewAnnotations(True)\n",
    "slicernb.setViewLayout(\"ThreeOverThree\")\n",
    "layoutManager = slicer.app.layoutManager()\n",
    "for sliceViewName in layoutManager.sliceViewNames():\n",
    "    sliceWidget = layoutManager.sliceWidget(sliceViewName)\n",
    "    volumeNodeToShow = volume if sliceWidget.mrmlSliceNode().GetViewGroup() == 0  else blurredVolume\n",
    "    sliceWidget.mrmlSliceCompositeNode().SetBackgroundVolumeID(volumeNodeToShow.GetID())\n",
    "\n",
    "# Create a function for performing the filtering.\n",
    "# This will be executed whenever the slider is moved and released.\n",
    "def threshold(lower=-20, upper=180):\n",
    "    parameters = {\n",
    "        \"InputVolume\": volume.GetID(),\n",
    "        \"OutputVolume\": blurredVolume.GetID(),\n",
    "        \"Lower\": lower,\n",
    "        \"Upper\": upper\n",
    "        }\n",
    "    slicer.cli.runSync(slicer.modules.thresholdscalarvolume, parameters=parameters, update_display=False)\n",
    "    return slicernb.ViewDisplay(\"ThreeOverThree\")\n",
    "\n",
    "# Create slider\n",
    "from ipywidgets import FloatSlider, interact\n",
    "i=interact(threshold,\n",
    "         lower=FloatSlider(150, min=-50, max=300, step=5, continuous_update=False),\n",
    "         upper=FloatSlider(250, min=-50, max=300, step=5, continuous_update=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create model from volume"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<JupyterNotebooksLib.display.ViewDisplay at 0x1b40d9f2fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Clear scene\n",
    "slicer.mrmlScene.Clear(False)\n",
    "\n",
    "import SampleData\n",
    "volume = SampleData.SampleDataLogic().downloadCTChest()\n",
    "\n",
    "# Volume render a small (30%) image\n",
    "slicernb.AppWindow.setWindowSize(scale=0.3)\n",
    "slicernb.showVolumeRendering(volume)\n",
    "slicernb.showSliceViewAnnotations(False)\n",
    "\n",
    "display(slicernb.ViewDisplay(\"FourUp\"))\n",
    "\n",
    "# Disable volume rendering to make sure it does not slow down execution\n",
    "slicernb.showVolumeRendering(volume, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Parameter (0/0): InputVolume (Input Volume)\n",
      "Parameter (0/1): OutputGeometry (Output Geometry)\n",
      "Parameter (1/0): Threshold (Threshold)\n",
      "Parameter (1/1): Name (Model Name)\n",
      "Parameter (1/2): Smooth (Smooth)\n",
      "Parameter (1/3): Decimate (Decimate)\n",
      "Parameter (1/4): SplitNormals (Split Normals?)\n",
      "Parameter (1/5): PointNormals (Compute Point Normals?)\n",
      "Parameter (2/0): Debug (Debug)\n"
     ]
    }
   ],
   "source": [
    "# Print all parameters of a CLI module\n",
    "cliModule = slicer.modules.grayscalemodelmaker\n",
    "n=cliModule.cliModuleLogic().CreateNode()\n",
    "for groupIndex in range(n.GetNumberOfParameterGroups()):\n",
    "  for parameterIndex in range(n.GetNumberOfParametersInGroup(groupIndex)):\n",
    "    print('Parameter ({0}/{1}): {2} ({3})'.format(groupIndex, parameterIndex, n.GetParameterName(groupIndex, parameterIndex), n.GetParameterLabel(groupIndex, parameterIndex)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating mesh from volume...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f3846b231d5c411497e9fe6062df29fb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "IntProgress(value=0)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<JupyterNotebooksLib.display.ModelDisplay at 0x1b416918490>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Interactive CLI module execution (with progress reporting)\n",
    "\n",
    "parameters = {}\n",
    "parameters[\"InputVolume\"] = volume.GetID()\n",
    "parameters[\"Threshold\"] = 220\n",
    "outModel = slicer.vtkMRMLModelNode()\n",
    "slicer.mrmlScene.AddNode( outModel )\n",
    "parameters[\"OutputGeometry\"] = outModel.GetID()\n",
    "grayMaker = slicer.modules.grayscalemodelmaker\n",
    "print(\"Creating mesh from volume...\")\n",
    "slicernb.cliRunSync(grayMaker, None, parameters)\n",
    "\n",
    "# Model display in custom orientation\n",
    "slicernb.ModelDisplay(outModel, orientation=[0,-90,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bc6c03a8a83f45f1afa9b2c053ee5ed6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(FloatSlider(value=-100.0, description='threshold', max=250.0, min=-200.0, step=5.0), But…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set CLI module parameters using interactive widget\n",
    "\n",
    "from ipywidgets import interact_manual\n",
    "@interact_manual(threshold=(-200.0,250,5))\n",
    "def h(threshold=-100):\n",
    "    parameters[\"Threshold\"] = threshold\n",
    "    slicernb.cliRunSync(grayMaker, None, parameters)\n",
    "    return slicernb.ModelDisplay(outModel, orientation=[0,-90,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving a large model (669159 points), it may take a few minutes...\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Save the created model to file\n",
    "\n",
    "numberOfModelPoints = outModel.GetPolyData().GetNumberOfPoints()\n",
    "if numberOfModelPoints > 50e3:\n",
    "    print(f\"Saving a large model ({numberOfModelPoints} points), it may take a few minutes...\")\n",
    "\n",
    "outputFile = \"segmented-model.stl\"\n",
    "slicer.util.saveNode(outModel, slicernb.localPath(outputFile))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Run this example in your browser using Binder: [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/slicer/SlicerNotebooks/master?filepath=02_Data_processing.ipynb)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Slicer 4.13",
   "language": "python",
   "name": "slicer-4.13"
  },
  "language_info": {
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
